New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond -...
Transcript of New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond -...
![Page 1: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/1.jpg)
New Computing In 2019 and Beyond - Opportunities,
Challenges, and ThreatsFromm Institute
Fall 2019 - Lecture 6 Bebo White - [email protected]
1
![Page 2: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/2.jpg)
calendar
2
![Page 3: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/3.jpg)
3
![Page 4: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/4.jpg)
robotics and autonomous systems
• Potentially incorporates all the technologies that we have discussed (I think) to this point-
• IOT/sensors
• AI/ML - are HAL and Watson robots?
• Data Science - remember the 5 V’s?
• Blockchain?
• HCI/UI - what are the appropriate interface mechanisms?
• and more
4
![Page 5: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/5.jpg)
robotics and hype
5
![Page 6: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/6.jpg)
6
![Page 7: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/7.jpg)
7
![Page 8: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/8.jpg)
look how things have progressed - metropolis (fritz lang), 1927
8
![Page 9: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/9.jpg)
sophia - 2019
9
![Page 10: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/10.jpg)
sophia
• became a citizen of Saudi Arabia in 2017
• design inspired by Audrey Hepburn
• would she pass a Turing Test?
• would she pass a Winograd schema?
• what is the point of her human-like features, gestures, etc.?
• is she learning?
• are you threatened by Sophia?
10
![Page 11: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/11.jpg)
r.u.r. (rossum’s universal robots), karl kapek, 1920
11
![Page 12: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/12.jpg)
-Karel Capek, R.U.R, 1920
“When he (Young Rossum) took a look at human anatomy he saw immediately that it was too
complex and that a good engineer could simplify it. So he undertook to redesign anatomy,
experimenting with what would lend itself to omission or simplification. Robots have a
phenomenal memory. If you were to read them a twenty-volume encyclopedia they could repeat the contents in order, but they never think up anything original. They’d make fine university professors.”
12
![Page 13: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/13.jpg)
pop-culture droids and humanoid robots
13
![Page 14: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/14.jpg)
laws of robotics
0 - a robot may not injure humanity or through inaction, allow humanity to come to harm
1 - a robot may not injure a human being or through inaction, allow a human being to come to harm, unless this would violate any of the previous laws
2- a robot must obey orders given to it by human beings, except where such order would conflict with any of the previous laws
3 - a robot must protect its own existence as long as such protection does not conflict with any of the previous laws
14
![Page 15: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/15.jpg)
definitions
• robot - an electromechanical device with multiple degrees-of-freedom that is programmable to accomplish a variety of tasks
• degrees of freedom (DOF) - the number of independent motions that a device can make; mobility
• robotics - the science of robots practiced by roboticists
• humanoid - a robot that is based on the general structure of a human but does not necessarily look convincingly like a real person
• android - like a humanoid, but may contain biological materials
15
![Page 16: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/16.jpg)
classification of robots
• programmable computers designed to perform a variety of tasks by moving parts, tools, or specialized devices
• non-adaptive - no way of sensing their environment
• adaptive - sensor feedback affects behavior
• stationary or mobile
• mobile - free to move around, tethered or not
• stationary - have parts (like arms) that can move
16
![Page 17: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/17.jpg)
DOF
17
for a robot, DOF is tied to use - correct? is that also true of humans? sophia?
![Page 18: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/18.jpg)
puma (programmable universal manipulator arm), 1961
18
![Page 19: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/19.jpg)
19
![Page 20: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/20.jpg)
in san francisco
20
![Page 21: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/21.jpg)
simple structure
21
Power
Sensors Actuators
Controller/CPU/Memory
User Interface
Output/Manipulator
Sophia?
![Page 22: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/22.jpg)
control loop
22
![Page 23: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/23.jpg)
sensors provide the view to the environment
• sensors in robots are based on the functions of human sensory organs - remember the MHP?
• they must also detect condition
• which sensors defined by robotic application
23
![Page 24: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/24.jpg)
24
![Page 25: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/25.jpg)
types of robot sensors (1/2)
• light
• sound
• temperature
• contact
• proximity
• distance
25
![Page 26: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/26.jpg)
types of robot sensors (2/2)
• pressure
• tilt
• navigation
• acceleration
• gyroscope
• etc.
26
![Page 27: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/27.jpg)
human-robot interaction (hri) and robot-robot interaction (rri)
• if we assume non-tethered robots (autonomous, no cables/wires), what would be the best
• interaction models?
• can we expand models based upon wider variety of sensor systems?
• do we continue to think about such topics as the Turing Test or MHP?
• is this like models in IOT?
27
![Page 28: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/28.jpg)
simple case - do you have a robot in your house?
• DOF
• sensors
• actuators
• manipulators
• interface
• where does intent/function/skill come from?
28
![Page 29: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/29.jpg)
29
![Page 30: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/30.jpg)
30
![Page 31: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/31.jpg)
robotic applications
• traditionally, robotic systems are used to address the 3 D’s - Dirty, Dangerous, Dull, i.e., jobs that humans would not want - but not aways!
• industry - factory automation, materials handling, etc.
• military - bomb disposal, search and rescue, etc.
• medical - remote surgery, minimally invasive surgery, etc.
• remote operations - undersea, nuclear environments, law enforcement, space exploration, etc.
• service - home, hospital helpmates, handicapped, servants, etc.
• education - robotic instruction, STEM projects, etc.
• entertainment - robotic pets, toys, playmates, etc.
31
![Page 32: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/32.jpg)
32
![Page 33: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/33.jpg)
33
![Page 34: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/34.jpg)
34
![Page 35: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/35.jpg)
the future of robotics
35
![Page 36: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/36.jpg)
the ethics of robotics as per asimov’s laws (1/4)
• First Law - “a robot may not injure a human being or, through inaction, allow a human being to come to harm”
• (robot perspective) - What is a human being?
• (robot perspective) - What can injure or harm a human being?
• if HAL was robot was he/she/it unethical even if it considered its own survival?
36
![Page 37: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/37.jpg)
the ethics of robotics as per asimov’s laws (2/4)
• Second Law - “a robot must obey any orders given to it by human beings, except where such orders would conflict with the First Law”
• (human perspective) - How do I tell the robot what I want it to do?
• (robot perspective) - What do I do if my orders conflict with the First Law?
37
![Page 38: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/38.jpg)
the ethics of robotics as per asimov’s laws (3/4)
• Third Law - “a robot must protect its own existence as long as such protection does not conflict with the First or Second Law”
• (robot perspective) - What do I protect myself from?
• (robot perspective) - How do I protect myself ?
• (robot perspective) - What do I do if protecting myself conflicts with one of or both of the first two laws?
38
![Page 39: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/39.jpg)
the ethics of robotics as per asimov’s laws (4/4)
• are these laws
• sufficient?
• realistic?
• impossible or impractical technologically?
• do they address the ethics of an autoworker losing his/her job to a robot?
• do they protect us against a dystopian robotic future (like AI concerns) ?
39
![Page 40: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/40.jpg)
spinoffs of robotic technology
• exoskeleton - wearable electromechanical devices to augment the physical performance of the wearer or as orthotic devices for rehabilitation or assistance; opposite of humanoid?
• autopilot systems - assistance without constant control by a human; does not replace humans but instead assists them
• autonomous devices/systems - awareness of environment, state, incoming data with the ability to learn and make independent decisions
40
![Page 41: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/41.jpg)
41
![Page 42: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/42.jpg)
42
![Page 43: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/43.jpg)
consider this little guy
43
![Page 44: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/44.jpg)
how does this relate to autonomous vehicles/cars?
• cars, drones, airplanes, boats, etc.
• is a self-driving car just a robot that has passengers?
• should a self-driving car obey the Laws of Robotics?
44
![Page 45: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/45.jpg)
what is an autonomous car?
• it is capable of sensing its environment and operating without human involvement
• a human passenger is not required to take control of the vehicle at any time, nor is a human passenger required to be in the vehicle at all
• it is able to go anywhere a traditional car goes and do everything that an experienced (?) human driver does
45
![Page 46: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/46.jpg)
46
(source: Society of Automotive Engineers)
![Page 47: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/47.jpg)
how do autonomous vehicles work?
47
![Page 48: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/48.jpg)
autonomous vehicles as iot
• Vehicle-to-Vehicles (V2V)
• Vehicle-to-Infrastructure (V2I)
• Vehicle-to-Pedestrian (V2P)
• Vehicle-to-Robot (V2R)? - imagine a robocop directing traffic
48
![Page 49: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/49.jpg)
the future of robotics
• robotics, like AI, is here to stay
• research and application touches many diverse fields
• we should not think threats but opportunities
• policies, not politics, need to be included
• robotics is helping to define the 5th Industrial Revolution and we do not need to be afraid
49
![Page 50: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/50.jpg)
50
![Page 51: New Computing In 2019 and Beyond - Opportunities ... Wee… · New Computing In 2019 and Beyond - Opportunities, Challenges, and Threats Fromm Institute Fall 2019 - Lecture 6 Bebo](https://reader036.fdocuments.us/reader036/viewer/2022070901/5f49f5766014bd1a9617380f/html5/thumbnails/51.jpg)
51